{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">微信搜索 **[【K同学啊】](https://mp.weixin.qq.com/s/NES9RhtAhbX_jsmGua28dA)**  关注这个分享干货的博主。\n",
    "\n",
    "\n",
    ">📍 本文 **GitHub** [https://github.com/kzbkzb/Python-AI](https://github.com/kzbkzb/Python-AI) 已收录"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一、前期工作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 设置GPU"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果使用的是CPU可以忽略这步"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "gpus = tf.config.list_physical_devices(\"GPU\")\n",
    "\n",
    "if gpus:\n",
    "    gpu0 = gpus[0] #如果有多个GPU，仅使用第0个GPU\n",
    "    tf.config.experimental.set_memory_growth(gpu0, True) #设置GPU显存用量按需使用\n",
    "    tf.config.set_visible_devices([gpu0],\"GPU\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from tensorflow.keras import datasets, layers, models\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "(train_images, train_labels), (test_images, test_labels) = datasets.cifar10.load_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 归一化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((50000, 32, 32, 3), (10000, 32, 32, 3), (50000, 1), (10000, 1))"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 将像素的值标准化至0到1的区间内。\n",
    "train_images, test_images = train_images / 255.0, test_images / 255.0\n",
    "\n",
    "train_images.shape,test_images.shape,train_labels.shape,test_labels.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class_names = ['airplane', 'automobile', 'bird', 'cat', 'deer','dog', 'frog', 'horse', 'ship', 'truck']\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "for i in range(20):\n",
    "    plt.subplot(5,10,i+1)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.grid(False)\n",
    "    plt.imshow(train_images[i], cmap=plt.cm.binary)\n",
    "    plt.xlabel(class_names[train_labels[i][0]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 二、构建CNN网络"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 30, 30, 32)        896       \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 15, 15, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 13, 13, 64)        18496     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 6, 6, 64)          0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 4, 4, 64)          36928     \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 1024)              0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 64)                65600     \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 10)                650       \n",
      "=================================================================\n",
      "Total params: 122,570\n",
      "Trainable params: 122,570\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = models.Sequential([\n",
    "    layers.Conv2D(32, (3, 3), activation='relu', input_shape=(32, 32, 3)), #卷积层1，卷积核3*3\n",
    "    layers.MaxPooling2D((2, 2)),                   #池化层1，2*2采样\n",
    "    layers.Conv2D(64, (3, 3), activation='relu'),  #卷积层2，卷积核3*3\n",
    "    layers.MaxPooling2D((2, 2)),                   #池化层2，2*2采样\n",
    "    layers.Conv2D(64, (3, 3), activation='relu'),  #卷积层3，卷积核3*3\n",
    "    \n",
    "    layers.Flatten(),                      #Flatten层，连接卷积层与全连接层\n",
    "    layers.Dense(64, activation='relu'),   #全连接层，特征进一步提取\n",
    "    layers.Dense(10)                       #输出层，输出预期结果\n",
    "])\n",
    "\n",
    "model.summary()  # 打印网络结构"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 三、编译"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(optimizer='adam',\n",
    "              loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n",
    "              metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四、训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "1563/1563 [==============================] - 9s 4ms/step - loss: 1.7862 - accuracy: 0.3390 - val_loss: 1.2697 - val_accuracy: 0.5406\n",
      "Epoch 2/10\n",
      "1563/1563 [==============================] - 5s 3ms/step - loss: 1.2270 - accuracy: 0.5595 - val_loss: 1.0731 - val_accuracy: 0.6167\n",
      "Epoch 3/10\n",
      "1563/1563 [==============================] - 5s 3ms/step - loss: 1.0355 - accuracy: 0.6337 - val_loss: 0.9678 - val_accuracy: 0.6610\n",
      "Epoch 4/10\n",
      "1563/1563 [==============================] - 5s 3ms/step - loss: 0.9221 - accuracy: 0.6727 - val_loss: 0.9589 - val_accuracy: 0.6648\n",
      "Epoch 5/10\n",
      "1563/1563 [==============================] - 5s 3ms/step - loss: 0.8474 - accuracy: 0.7022 - val_loss: 0.8962 - val_accuracy: 0.6853\n",
      "Epoch 6/10\n",
      "1563/1563 [==============================] - 5s 3ms/step - loss: 0.7814 - accuracy: 0.7292 - val_loss: 0.9124 - val_accuracy: 0.6873\n",
      "Epoch 7/10\n",
      "1563/1563 [==============================] - 5s 3ms/step - loss: 0.7398 - accuracy: 0.7398 - val_loss: 0.8924 - val_accuracy: 0.6929\n",
      "Epoch 8/10\n",
      "1563/1563 [==============================] - 5s 3ms/step - loss: 0.7008 - accuracy: 0.7542 - val_loss: 0.9809 - val_accuracy: 0.6854\n",
      "Epoch 9/10\n",
      "1563/1563 [==============================] - 5s 3ms/step - loss: 0.6474 - accuracy: 0.7732 - val_loss: 0.8549 - val_accuracy: 0.7137\n",
      "Epoch 10/10\n",
      "1563/1563 [==============================] - 5s 3ms/step - loss: 0.6041 - accuracy: 0.7889 - val_loss: 0.8909 - val_accuracy: 0.7046\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(train_images, train_labels, epochs=10, \n",
    "                    validation_data=(test_images, test_labels))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 五、预测"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过模型进行预测得到的是每一个类别的概率，数字越大该图片为该类别的可能性越大"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2278429a9a0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(test_images[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ship\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "pre = model.predict(test_images)\n",
    "print(class_names[np.argmax(pre[1])])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 六、模型评估"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 - 0s - loss: 0.8909 - accuracy: 0.7046\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.plot(history.history['accuracy'], label='accuracy')\n",
    "plt.plot(history.history['val_accuracy'], label = 'val_accuracy')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.ylim([0.5, 1])\n",
    "plt.legend(loc='lower right')\n",
    "plt.show()\n",
    "\n",
    "test_loss, test_acc = model.evaluate(test_images,  test_labels, verbose=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7045999765396118\n"
     ]
    }
   ],
   "source": [
    "print(test_acc)"
   ]
  }
 ],
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